romilan24 Goto Github PK

followers: 3.0 following: 10.0 repos: 23.0 gists: 0.0

Name: Diego Calderon

Type: User

Bio: Data Scientist interested in AI/ML applications in Energy, NLP, AI.

Location: Los Angeles, CA

Diego Calderon

Experienced engineer specializing in forecasting, machine learning, deep learning, and optimization in Energy and Finance. My current interests include Multi-Agent LLM networks, AI detection algorithms, and Vector databases.

Follow for more and let me know if you would like to collaborate on any projects.

📋 Project To Do list:

Energy

Solar, Wind, Storage capacity forecasts (will use Open Meteo API https://github.com/romilan24/multi-param-open-meteo)
~~Pull AS prices from the CAISO OASIS API~~
~~Energy + Ancillary Service co-optimization (will base on https://github.com/romilan24/Battery-Storage-Optimization-Strategy)~~
Time Series forecast w/ Transformers
High frequency state space models (Kalman filter) for Real-time price forecasts

AI / ML / DL

~~Streamlit webapp for Ollama LLM inference~~
Turing Test - AI vs Human detection algorithm (BERT or GPTZero)
Reinforecement Learning app
Whipser + Coding LLM (deepseek-coder) app
Multi-Agent LLM systems:
- Optimal prompt design assistant; describe what you want to agent who builds optimal prompt for you
- Coding Agent + python kernel + Streamlit UI; tell Coding assistant what code you want and they build it, test it for you, fix any mistakes and give you final code
LoRA app and/or ~~RAG application (~~Langchain~~ or ~~Llama Index~~, ~~Qdrant~~ or ~~Chroma~~ vdb)~~
Document type sorting (inc https://github.com/google/magika)
Automated Self-Driving, traffic prediction

💻 Tech Stack:

🌐 Let's Connect:

📧 [email protected] • 📍 Los Angeles, CA USA

Diego Calderon's Projects

ancillary-service-caiso-oasis-api

A script to pull Ancillary Service (AS) prices from the CAISO OASIS API. These are California electricity prices.

battery-storage-optimization-energy-ancillary

A co-optimization model between Energy and Ancillary Service (AS) products. We pull Energy and AS prices using the Gridstatus API using Pyomo for model setup and GLPK for solver.

battery-storage-optimization-strategy

An Energy Storage Optimization algorithm built in Python using pyomo pkg

caiso-data-downloader

Make URL calls to download historical CAISO supply and demand data.

caiso-oasis-lmp-downloader

A simple script to download years worth of Locational Marginal Price (LMP) data from CAISO's OASIS API in minutes.

cnn-caiso-load-forecast

cnn-price-forecast

Convolution Neural Network (CNN) Locational Marginal Price (LMP) forecast of California electricity prices.

data_science_portfolio

A portfolio of recent DS projects I've worked on.

demand_forecast

Electric Demand Forecast using Linear and Machine Learning models.

diegocalderon.github.io

Diego Calderon's data science portfolio.

langchain-rag

A RAG implementation on LangChain using Chroma vector db as storage. Take some pdfs, store them in the db, use LLM to inference, enjoy.

llama-index-rag

A RAG implementation on Llama Index using Qdrant vector stores as storage. Take some pdfs, store them in the db, use LLM to inference, enjoy.

load-weather-dataset

Electric Load and Weather variable dataset for training ML model.

lstm-caiso-load-forecast

Deep Learning CAISO electric Demand forecast using Long Short-Term Memory (LSTM) network

lstm-nodal-price-forecast

A Deep Learning electricity price forecast using Long Short-Term Memory (LSTM) deep learning network.

ml-caiso-load-forecast

Machine Learning CAISO electric demand forecast using https://github.com/romilan24/load-weather-dataset

ml-nodal-price-forecast

Machine Learning Locational Marginal Price (LMP) forecast of California electricity prices.

multi-param-open-meteo

A script to pull multiple params (temp, humidity, cloud cover, etc.) from the Open Meteo API by Lat / Lon

pytorch-with-keras

Utilize keras with pytorch framework.

romilan24

streamlit-ollama-llm

A Streamlit user interface for local LLM implementation on Ollama. With just three python apps you can have a localized LLM to chat with. I'm running Ollama Windows (just updated) and DuckDuckGo browser and it's working great as a coding assistant.

text-generation-webui

A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.

weather-data-scraper

Weather data scraper to be used as input for electric Load forecast.